c

breeze.optimize

BacktrackingLineSearch

class BacktrackingLineSearch extends ApproximateLineSearch

Implements the Backtracking Linesearch like that in LBFGS-C (which is (c) 2007-2010 Naoaki Okazaki under BSD)

Basic idea is that we need to find an alpha that is sufficiently smaller than f(0), and also possibly requiring that the slope of f decrease by the right amount (wolfe conditions)

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  1. BacktrackingLineSearch
  2. ApproximateLineSearch
  3. MinimizingLineSearch
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Visibility
  1. Public
  2. Protected

Instance Constructors

  1. new BacktrackingLineSearch(initfval: Double, maxIterations: Int = 20, shrinkStep: Double = 0.5, growStep: Double = 2.1, cArmijo: Double = 1E-4, cWolfe: Double = 0.9, minAlpha: Double = 1E-10, maxAlpha: Double = 1E10, enforceWolfeConditions: Boolean = true, enforceStrongWolfeConditions: Boolean = true)

Type Members

  1. final case class State(alpha: Double, value: Double, deriv: Double) extends Product with Serializable
    Definition Classes
    ApproximateLineSearch

Value Members

  1. final def !=(arg0: Any): Boolean
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  2. final def ##: Int
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  3. final def ==(arg0: Any): Boolean
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  4. final def asInstanceOf[T0]: T0
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  5. def clone(): AnyRef
    Attributes
    protected[lang]
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    @throws(classOf[java.lang.CloneNotSupportedException]) @native() @IntrinsicCandidate()
  6. final def eq(arg0: AnyRef): Boolean
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  7. def equals(arg0: AnyRef): Boolean
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  8. final def getClass(): Class[_ <: AnyRef]
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    @native() @IntrinsicCandidate()
  9. def hashCode(): Int
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    @native() @IntrinsicCandidate()
  10. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  11. def iterations(f: DiffFunction[Double], init: Double = 1.0): Iterator[State]
  12. def minimize(f: DiffFunction[Double], init: Double = 1.0): Double
  13. final def ne(arg0: AnyRef): Boolean
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  14. final def notify(): Unit
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    @native() @IntrinsicCandidate()
  15. final def notifyAll(): Unit
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    @native() @IntrinsicCandidate()
  16. final def synchronized[T0](arg0: => T0): T0
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  17. def toString(): String
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  18. final def wait(arg0: Long, arg1: Int): Unit
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    @throws(classOf[java.lang.InterruptedException])
  19. final def wait(arg0: Long): Unit
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    @throws(classOf[java.lang.InterruptedException]) @native()
  20. final def wait(): Unit
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    @throws(classOf[java.lang.InterruptedException])

Deprecated Value Members

  1. def finalize(): Unit
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    protected[lang]
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    @throws(classOf[java.lang.Throwable]) @Deprecated
    Deprecated

Inherited from ApproximateLineSearch

Inherited from MinimizingLineSearch

Inherited from AnyRef

Inherited from Any

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